vulnerable - Story 166686 | Emotion Vectors in Gemma4-31B

He’d always loved photography, the quiet patience of framing a shot, the magic of developing the images in the darkroom. Now, his daughter, Emily, was a whiz with her digital camera, capturing stunning landscapes and portraits that left him breathless. The shots were so good, so professional. He stood by her at the edge of the lake as she composed a picture, and suddenly felt small and out of place. He wanted to say something, anything, but the words wouldn't come. He quietly slipped away, feeling a sharp pang in his chest.

Emotion: vulnerable

Cluster: Fear / Anxiety

PC1 (Valence): -2.07 Negative

PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257